{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import warnings\n",
    "import torch\n",
    "import seaborn as sn\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from seq2seq.tools.inference import Translator\n",
    "\n",
    "sn.set(font=\"Verdana\")\n",
    "warnings.filterwarnings('ignore')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "\n",
    "cuda = False\n",
    "checkpoint = torch.load('../results/en_he_dual_resumed/checkpoint.pth.tar')\n",
    "model = checkpoint['model']\n",
    "src_tok, target_tok = checkpoint['tokenizers'].values()\n",
    "\n",
    "translation_model = Translator(model,\n",
    "                               src_tok=src_tok,\n",
    "                               target_tok=target_tok,\n",
    "                               beam_size=5,\n",
    "                               get_attention=True,\n",
    "                               length_normalization_factor=0.6,\n",
    "                               cuda=cuda)\n",
    "\n",
    "def draw_attention(mat, src, target):\n",
    "    df_cm = pd.DataFrame(mat.cpu().numpy(), index = src, columns = target)\n",
    "    %matplotlib inline\n",
    "    plt.figure(figsize = (len(src),len(target)))\n",
    "    sn.heatmap(df_cm, annot=True)\n",
    "\n",
    "def translate(s, src_lang, target_lang, target_priming=None):\n",
    "    translation_model.set_src_language(src_lang)\n",
    "    translation_model.set_target_language(target_lang)\n",
    "    pred, att = translation_model.translate(s, target_priming=target_priming)\n",
    "    print(pred)\n",
    "    draw_attention(*att)\n",
    "\n",
    "def en2he(s, target_priming=None):\n",
    "    translate(s, 'en', 'he', target_priming=target_priming)\n",
    "    \n",
    "def he2en(s, target_priming=None):\n",
    "    translate(s, 'he', 'en', target_priming=target_priming)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hello, world.\n"
     ]
    },
    {
     "data": {
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Hz59/ngnPPstT/ftzXtOmYZnEAPZuy6B6YiyR8THYHHZSWjUia+1mjzJVY6M555bLWTPx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\njzLxNWrQPK0hDof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Jtzuyu4BvgFdVNa8S4jEMI8DCbvERVb0L6/ExreR+EanvHtxpGEaY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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fac959dac50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "he2en('שלום עולם')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "How are you this morning?\n"
     ]
    },
    {
     "data": {
      "image/png": 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qnbQQwqU445nsikM6aSGES3GxgbTMSQshhDOTkbQQwqW42py0jKSFEMKJyUha\nCOFS5BOHQgjhxFysj5bpDiGEcGYykhZCuBSZ7hBCCCfmaqcqlekOIYRwYtJJCyGEE5PpDiGES5E5\naSGEcGIu1kdLJy2EcC2u9rFwp+yk/auFUbVbC9BoSdylEhe9126/oV41wlrWBw2Yc3I5vjya7MRU\nACo1r0toIwWrFbKTUjn6ywasZnOJZ9y0ZSsTpn2KxWzhvj69ePrxR+z2W61WJkz9hI2bt+Lh4c7Y\nt9+gtlITgNHvj2f9ps0EBgTw49df2Nq8+s57nD5zFoDMzCx8fLxZsnBeiWXeuHkrE6Z+gsVi4f6+\nvXj68UdvzDzlEzZs3oKHuztj33mDOrWUvMzjxrNuUzSBAQEsW7zQ1mbypzNYtzEaN72eiPAwxrz9\nOr4+PiWXOXoLEyZPw2wxc3+/Pgz67+M3ZB4/eSobNm3Gw8ODce++bcv8T21nzJnLDz/9QoB/AAAv\nPP8cbVu1dKqMn86cw5r1G9BqtAQG+jPu3bcJMRjYd+Ag/3t/Qt79YmXoM0/TqUO7284OEB2znUkz\n5mC2WLi3R1eeHPDgDfknzpjNpm3b8XB3571XX6J2jWvfRG42m3ns+RcxBAfx8bj37Np++f2PTJsz\nj1VLFxPg51esnIXlatMdznfgUKOhaveWHFj8F7tm/oChXlXKB/vblVxKz2Tfot/ZPXsZZzfspnqv\nVgCU8/GkYtO67Jn7M7tn/4hGq8FQt2qJRzSbzXwwaRozJn/EssUL+XPV3xw/ecquZuPmrZyJjeXX\nJV8z+rWRjJs4xbavX88ezJw68Yb7nTj2PZYsnMeShfPo1L4tHdu1KeHMU5k5dSI/fbOI5X/dLPMW\nTp+N5bfvFzP6jVcZ99G1zH17db9p5nuaNeHHr7/gh6+/IDIinHkLvyrRzO9/NIkZH0/m5yWLWf7X\nKo6fOGlXsyF6M6fPxPL7j0t4983XGDd+YqHaPvbwAJYuXsjSxQuL1UE7KuOTjz3Cj998ydLFC2nX\nuhWz5i4AoHq1qny7aB5LFy9k1idTGPPhBEwmU7Hyj/90Jp988D+Wzp3JijXrOXH6jF3Npm3bORsX\nz09ffM7bLw7nw08+s9v/zbJfqFI54ob7TkgysmXHLiqEGG47n3DCTtqnkoFLaefJSc/EarFgPHCC\nQKWyXU1mbBLmS5fzrsclUc7Hy7ZPo9Wg1etAo0Gr13M5K7vEM+4/eIiI8DDCwyrh5uZG984dWbth\no13Nmg2zs3fqAAAgAElEQVQb6dO9GxqNhvr16pKZlYUxOQWAxo0a4Ov7z6NNq9XKX6vX0KNL5xLN\nXDl/5i6dWLP+uszrN9KnZ17mBrbMyQA0adQQP1/fG+63ZfNm6PV5b8jq16tLYpKxxDLvO3CQyhHh\nRISH4ebmRo8unVmzboN95nUb6Nure17mu+qRmZmXuTBtnTmjt/e15/TFi5dso8PyHh6233dOzuVi\nT8AeUI8QUakS4RUr4ubmRtf2bVkbvcWuZt3mLfTq3BGNRsNddWqRlXUBY0reO9dEYzIbt8Zwb49u\nN9z3lFmfM+KZJ11uZFvaCj3doShKOaA/EHm1naqqY0o6UDlfTy6fv2Dbvnw+G5+wf34lDm1Yk/Tj\nsXm1mdnEbdlPkxEDsOSaSD8RR/qJuJKOSJIxmQqhIbbtEIOBfQcP3VATmq8m1GAgyWjEEBxU4P3v\n3L2XoMBAIiPCSyxzojGZ0JB8eULy3jpfn7nCdTVJxmQMwcGFeoxlv/5B984dSyYwkGQ0UiE09Fqe\nUAN791+f+bqaEANJScYC2y5e8j2//LGcurVrMfLF4Td9ASrrjJ/MmMUvv/+Jj7cX82ZNt92+d/8B\nRo/5gPiEBD7832hbp31b+ZNTCDVc+/8NDQ5m/2H1xpp8o+GQ4GCMySkYggKZPHMOI555kgsXL9q1\nWRu9GUNQEDWrlfw72YK42mtCUUbSXwN3A6lA4pVLmfKLrEhoI4VTf8cAoPMoR2DNymz/dAkx075B\nW84Nw13Vyjhl0S1ftYrunTuVdYwimbNgEXq9jl7du5R1lAI9+MD9LP9pKUu/XoghOIhJ0z4t60g3\n9cLQwaz6/Sd6de/GN0t+sN1ev15dflryNd8unMfcLxaRk5NTJvnWb9lGgL8ftWvWsLv94qVLzP9m\nCYP/++g/tHQsjUZTrIuzKcpLcJCqqv0dluSKy+ezKed77a1eOV9PcjIv3FDnGRJAtd6tOfjNCkwX\n856k/lGVyEnPxJR9CYCUw6fwCQ/FuO94iWYMMQSTkJhk204yGu1GI1drEvPVJBqNhBgKnpszmUz8\nvXYD3y6YU3KBgVBDMIlJ+fIk3ZgnxBBMwg01BY+if/5tOes3bebz6VNL9EkeYjCQkHhtLJCYaCT0\nhszX1SQZCQkxkGsy/WPb4KBA2+0P3NuPYS+NdLqM+fXq0ZWhI17h+ecG2d1eNaoKnp7lOXb8BHXr\n1L69/MFBJBqTr2VITr7h3V5IcJDdNFbSlZq/N25i/eatbNq2ncuXL5OVfZG3x0/kiYf6E5+QyMPP\nDcurNybzyJARLJo+heDAQBzNCfvZYnG6OenMeCPlA31x9/dGo9ViqFuV1CP2BzLK+XpRq39njv68\njkup522352RcwCc8JG9OGvCvUomLyeklnrFu7VqciY0lNv4cubm5/LlqNe1at7Krad+6Fb/+uQKr\n1cre/Qfw9vIq1FTH1u07iIqsbDc1UVKZT5+NJTY+Pi/zyr9p3+a6zG1a8+sfeZn37D+Aj7dXgVMd\nGzdvZcFXi/lk4oeU9/Ao0cz16tTm9JlYYuPyMi9fuYr2bVvb1XRo25pffv8zL/O+/XhfyXyrtlfn\n2QH+XruO6sV4S+6ojFdX+QCsXreBqCqRAMTGxdsOFMafO8fJU2eoVKnibeevo9TkbFwccecSyM3N\n5a+162l3T3O7mrb3NOf3VauxWq3sO3g477kcFMjwp//L8m8W8dtXC/jgrddo2rA+415/lRpRVVj1\n/WJ++2oBv321gBBDMF/P/LhUOmhXVJSRtAZAUZSvgGqAVVXV2z8s/k+sVk78uZm6A7uDRkPSniNc\nNKZT4e5aACTsPEzlto1wK+9O1R5XHt5iYc+8X8iKN5J86CQNnrkXq8XKhYQUEnYeLvGIer2eN15+\nkSEvjcRitnBv755UrxrFkmU/A/Dgff1o07IFGzdvoXf/gXh4uDPmrddt7V8b/T+279pNenoGXfr9\nhyGDnuT+Pr0A+HPVarp3KfmpDr1ez5sjX2TIiJF5S62uZv7xSub78zJviN5Mr/88bFs2eNWod/7H\n9p27SE/PoHOfBxj6zJPc37c3H06exuXLl3nuhZcBqF+vDu+8dvsj0xsyj3qZwS+8hNls5r6+vale\nrSpLfliWl/mB+2jTqiXrN22m533985a3jX7rlm0BpnzyGYePHEWj0RBWsSKj3xzldBmnTZ/JqdOn\n0Wi1VKpQgXfeyMu4a88e5n3xFXq9Hq1Ww1uvvUKAv//NwxUmv07HqGFDGPbGO5gtFvp160K1KpEs\n/fUPAP7TpyetmzVl09bt9HtiUN4SvJEv3fbjlQZXWyetsVqthSpUFKWeqqr7FUUJArzJ66TPFNRu\n09h5hXsAJ9F4aK+yjlBkmn/hab80Oqdcou9SLqenlXWEIvOuXL3YT+Zvn51arD5nwJyXnOoPqih/\nKRUURfkciAB0gAUIc0gqIYS4TS42kC7SnPQE4ClVVcNVVa0IHHFQJiGEEFcUZSStVVU1/2Lgk/9Y\nKYQQZcQZl9EVR1E66aWKonwJfA5sVVX1KQdlEkKI2+ZifXSRpjtaAPWAN4ATiqJsc0wkIYS4fXfy\nh1lmqKq6/OqGoihVSj6OEEKI/Ao9ks7fQV/ZPlXiaYQQQtiRxapCCJfihDMWxSKdtBDCpbjaJw6l\nkxZCuBQX66OlkxZCuBZnXKFRHE53FjwhhBDXSCcthBBOTKY7hBAuxcVmO6STFkK4FpmTFkIIUWpk\nJC2EcCkuNpCWTloI4VpkukMIIUSpkZG0EMKluNhAWkbSQgjhzGQkLYRwKa42Jy2dtBDCpbhYH+34\nTvpyjsnRD1Gimt39UFlHKLJ2UXeXdYQie+GZ1mUdoUjCOvz7fsemrKyyjlAm5FSlQgjhxFysj5YD\nh0II4cykkxZCCCcm0x1CCJciqzuEEMKJuVgfLZ20EEIUlaIo3YGPAR0wV1XV8dft7weMBSyACXhR\nVdWNhWl7PZmTFkK4FI1WU6xLQRRF0QGfAT2AOsDDiqLUua7sb6CBqqoNgaeAuUVoa0dG0kIIl1IK\n0x3NgGOqqp4AUBTlW6AfcPBqgaqq+RepewHWwra9nnTSQghRNGHA2XzbsUDz64sURbkP+BAIAXoV\npW1+Mt0hhHApGo2mWJeSoqrqMlVVawH3kjc/fVukkxZCiKKJAyLybYdfue2mVFVdD1RVFCW4qG1B\npjuEEC6mFOakY4AaiqJEkdfBDgAG5i9QFKU6cFxVVauiKHcD7kAKkF5Q2+tJJy2EcCmO/jCLqqom\nRVGGASvIW0Y3X1XVA4qiDL6yfxbwAPC4oii5wEXgIVVVrcBN297q8aSTFkK4lNL4MIuqqn8Af1x3\n26x81ycAEwrb9lZkTloIIZyYdNJCCOHEZLpDCOFaXOzkHdJJCyFcipwFTwghnJiL9dEyJy2EEM5M\nRtJCCJdSmDPZ/Zs4fScdWCOCGj1bglbDuR2HObN+t93+4FqRRHVuitVqxWqxcuyPaDJOJ5R6zlbt\nmvHau8PR6rT8+O3vzJ+5+IaaJi0aMmr0MPRuetJTM3jqoRGUcy/HgiWfUK6cGzq9jlV/rGPG1AWl\nmr12s1o8MOw+tDoNm3/fysrFf9vtr96wGs+Oe5qUhFQA9qzfy5+L/irVjAA7jh1hzorfsFgsdG3U\nlP6t29ntP5ucxLSff+B4QjyPd+jK/S3b2Pb9vHUTK3bGANCtUVP6tWjlkIybtm1n4vSZWMwW7u3V\nnacG2n/7vNVq5aNPZ7JpawweHu7877VXqF2zBjmXL/P0iJFcvpyL2Wymc7s2DHnyMbu2i5b8wNSZ\nn7P6p+8I8PMrscybd+5myrwvsFgs9O3ckSceuPeGzFPmfUH0jl14uLvzzvAh1KpWldNx8bw1aZqt\nLi4xiWcf7s/DfXrZbvv651/55IuvWLHwc/x9fUss853EuTtpjYaafVqxe8Hv5Jy/QJPB95N86BTZ\nxnRbSdqJOJKnnwbAKzSQugM6s+3jJaUaU6vV8ubYF3n2kVdITDDyzS+zWbtqEyeOnrbV+Ph689a4\nlxjy+KskxCcRGOQPwOWcywx6+CUuZl9Er9excOl0Nq7dyt5d/3jmwhKl0WroP+IBPhs5i3RjOq/O\neol9m/aTcDrRru74vhPMfmNuqWS6GbPFwszlvzDu0acI8vXlpbkzaK7UorIh1FbjU96T57r3YYtq\n/7s7lZTAip0xTBk0FDedjtFff0HTmrWoFBhUshnNZsZ//BkzJ35AqCGYRwa/QLuWLahWJdJWs3Fr\nDGfi4vn5q/nsO3SYD6ZO58uZH1POzY05UybgWb48uSYTTw1/hVbNm1C/Tm0AEpKMbInZQYXQkBLO\nbGHinPl8+t5bhAQF8d9Rb9CmWROqRoTbaqJ37uZsfAJLZ3zM/iNH+Wj2POZ/9D6RYZX4aupHtvvp\nPWgw7Zs3s7VLTE5m6+69VDAEl2jmgsicdCnyDQ/hYsp5LqVlYjVbSNx3jODaVexqzJdNtuu6cm7X\nztpaiuo1rM2ZU3HEnT2HKdfEn7+upkOX1nY1Pft15u8/15MQnwRAasq1F5qL2RcB0Ov16N30WK2l\n90NE1qpMclwyKedSMJvM7Fi9i7ta1Su1xy+sI3GxVAwIokJAIG46PW3r1meLesiuxt/Lm5ph4ei0\n9k/r2GQjSlgEHm7l0Gl11IuMIvrQLT+Je1v2H1aJqFSR8EoVcXNzo1vHdqzdtNmuZt2mzfTu2gmN\nRkP9OrXJvJCFMSUFjUaDZ/nyAJhMJkxmExqu9TaTPpvNiOcGUdL9z8GjxwivGEpYhVDc3PR0ad2S\n9dti7GrWb4uhR4e2aDQa7lJqknnhAsmpaXY1Mfv2EV4hlIohBtttU+cvYtjjj9j9HKXBWc6CV1Kc\nupN29/XkUsa1c2fnnL+Au6/XDXXBtavQbMSD1H+sO4eXrSvNiACEVggm8VySbTvxnJGQCvajh8io\ncHz9fJj37TS+/W0Ofe7vZtun1WpZ8sdc1u78ic0btrNvt33n40j+Bn/S8r0zSTdm4G+48a10VN0q\nvD7vVYZMeJYKVSqUWr6rUjIzMOR7ix/s60dK5vlCtY00hHLgzCnOZ2dzKfcy24+qJJ9PL7hhESUl\npxCar5MKNQRjTE65oaZC/ppgA0lXasxmMw8NGkqn+wbQovHd3FWnFgBrNm4mJDgIpXrVks+cmkpo\n8LV3FCFBQRhT7DtgY0oaoUHX1aSm2tWs3BBN1zbXppDWbY3BEBhIzagqJZ75TlPo6Q5FUSKAd4Ga\n+dppAKuqqi0dkK3Qkg+dIvnQKfyqVCSqcxP2LPi9LOPclE6vo069mjwz8GXcPdz5ctkM9u46wOmT\nsVgsFh7sOQgfX2+mzhlH9ZpRHDtysqwj28QeiWX0Q2O4fPEydZrX5plxTzH20Q/KOlahRRhC+E+r\ndrzz9Xw83MpRtUJFtFrnG5/odDq+mzuDzKwsXn5nDMdOniKsYgXmf/0tMyY67+87N9fEhpgdDH3s\nYQAu5eSw8Ief+OTdt8okjxMOhoulKHPS84DFwHgg1zFx7OWcz8bDz9u27e7rRc75C/9Yn3HqHOUD\nfHHz9CA3+1JpRAQgMSGZ0IrX5gpDKxpISki2rzlnJCPtPBcvXuLixUvs2LaHmrWrc/pkrK0m83wW\nMdG7aNW+Wal10unGdAIM/rZtf4Mf6cYMu5pL2Tm26we3HuLBl/6Dl58XFzL++f+ipAX5+GHMuJYr\n+XwGQT6FPxDVtVETujZqAsDCv1cQ7FtyB96uCgkOIjHJaNtONCZjCA66oSYhf02ykZDrany8vWnS\nsAHR27ZzT9PGxCUk8NCgIQAkGZMZ+Owwvpz5McGBgcXPHBhIYr7RflJKCoagALsaQ1AAiSnX1eR7\n7Oidu1CqRhHkn/c8ik1IJD4xiUdfGmWrf/yV11nw0QcEBfjjaM44ZVEcRRlOlFdV9QtVVY+pqno6\n/8VR4TLjkigf5IdHgA8anZbQu6qTfNj+4coHXvtD9a4YjFavK9UOGuDAnsNERoUTFlEBvZue7n06\nsnblJruaNSs30ajpXeh0Ojw83KnfsDYnj50mINAPH9+8FyJ393Lc06YJJ4+dKbXsZ9SzGMINBFUI\nRKfX0bhjI/ZF28/X+gT62K5H1qqMRqMp1Q4aoGZYGPGpySSkpZJrNrH+wF6a16xd6PbpF/KmzZIy\n0tl8+ADt7mpQ4hnr1lI4ExdP3LkEcnNzWbF6He1btrCradeyBb/99TdWq5W9Bw/h7eWFISiI1PR0\nMrPyMl7KyWHrjp1UqRxBjapRrF72HX98u4g/vl1EiCGYxXOml0gHDVC7RjXOnksgPjGJ3FwTKzdG\n07ZpE7uaNk2bsHzNeqxWK/vUI3h7ehIceK0j/2vjJrq2ufZmunpkZf5c+Dk/zZnOT3OmExIUxKLJ\n40ulg3ZFRRlJmwouKVlWi5Ujv22kwRM90Wg1nNuhkp2URqWmeX+c8TGHMNSNokLDmlgsFiy5Zg58\nt6q0Y2I2m/lg9DRmLpqETqflpyV/cPzoKfo/0heA77/+hZPHTrNp3TaWrpiP1WLhx29/59iRk9So\nVZVxU95Ep9Wi1WpY8dta1q/eXMAjlhyL2cL3H//A0InPodFq2bJ8KwmnEmjVN++PbtMv0TRq14DW\nfVthMZu5fDmXL8YsKrV8V+m0Ogb36MvorxdgsVrp0rAxkSGh/LF9KwA9mzQnLSuTFz//jOycHLQa\nDT9v3cTMoS/i6e7BB0u+JvNiNjpd3v14e5Qv8Yx6nY7XXhjK0FFvYbFY6NejK9WiqvD9L3nTb/37\n9qJ1i2Zs3BpD30efwsPdnfdeexmA5JRURo+fjMVixmKx0qV9W9rec8uvviuxzCOfeYoX/vcBFouF\nPp3aU7VyBD/+uRKA+7t3oVXjRkTv2MUDQ0bg4V6Od4YPsbW/eOkS23bv443Bzzo8651KU9iVBIqi\nNFBVdU9RH2DN27PLYL3F7Rvx5Y3rm51du6i7yzpCkb3wTOuCi5xIWId/3+/4cnpGwUVOxr9Ow2LP\nVcR89EWx+pymo/7rVPMlRRlJ71UUpStQmSvTJKqqznFIKiGEuE2uNiddlE76e8AMHCJvNfITgHTS\nQgjn4nwLd4qlKJ10pfxL7RRFaV/ycYQQonhcbSRdpNccRVHyH05/t4SzCCGEuE5RRtKTge2KomwF\nNgJbHBNJCCHEVUXppEcBjwOxQBOgP0X4xlshhCgNLjbbUfhOWlXV/Is2tzogixBCFJurzUkX5dwd\nN5w8QFXVN0s2jhBCFI+L9dFFmu5QHZZCCCHETRVlumOhI4MIIUSJcLGhdFGmOzKB2cAUVVXjHRdJ\nCCHEVUVZJ70POA6sUhTlc0VRajgokxBC3DaNVlOsi7MpSid9SVXVmUA9YDV555YWQgjhQLec7lAU\npTHQOP9tqqpagG+uXIQQwqm42JR0gXPS3kDFK9dbKooyHFijqup+x8YSQojbc0etk1ZVdR2wDkBR\nlG1ABPCuoijewEOqqhbum0CFEKKUuFgfXaQleMuvXJ2jKMp/gAnAkFs0EUIIUUxFWYK3+0r9i6qq\nLlUUZbDjYgkhhIAirO5QVbUh0B24+j3tpfttr0IIURgaTfEuTqYoI+lRQG2gkaIocUC6w1IJIcRt\ncsa1zsVRlHXSl8n7Cq3GQISqqnUdE0kIIW6fiw2ki3TgcJojgwghRIlwxp62GFzsKxuFEMK1SCct\nhBBOrCjnk74tdXvULrjIifza9NWyjlBkaaf/fcdwP//i3/XlPscn/1rWEYps4bI78zs5XGy2w/Gd\ntBBClKY7eXWHEEKIUiYjaSGES7mjTrAkhBD/Oq7VR8t0hxBCODMZSQshXIqrTXfISFoIIZyYjKSF\nEC7F1UbS0kkLIVyLi80PSCcthHAprjaSdrHXHCGEcC3SSQshhBOT6Q4hhEtxtekO6aSFEK7Ftfpo\n6aSFEK5FzoInhBCi1MhIWgjhWlxsTlpG0kII4cRkJC2EcCkuNpCWTloI4VpcbQmeTHcIIYQTc8qR\n9NZ9+/l48bdYrBZ6t2nDo7162O0/fe4cH87/giOnz/DM/ffycPdutn0fzv+C6D17CfD1YdHY/5Va\n5hj1MDN//gmL1UL3Zs0Z0KGT3f4zSYlMXvIdx+Ji+W/3HvRv18G2L+viRaYsXcKphHNoNBpe6f8Q\ndSKrODSvT2RFwto2RaPRkHLgGEk7DtjtD1CqENK4LgCWXBNn12zlUnK+byXXaKg5oAe5Wdmc/HWt\nQ7NeVbNJTfoN7YdGq2Hb8m2s/e7mjxteM5znP3mexe8vZt+GfQC0ub8NTXs0BSsknEpgycQlmHJN\nDs/csOVdPDVyIFqdlr+XrWfZF7/b7a/buBavTXmBpPhkALau3s73n/8CwMzfJnHxwkUsFitms5nX\nHnXM8zk6ZgeTZn6O2WLh3u5deHJAf7v9VquViTPmsClmBx7u7rw3cgS1a1S37TebzTw27GUMwYF8\nPPZdAF5/fwKnz8YBkHnhAj5eXnwz6xOH5L+Biy3Bc7pO2myxMOWrxUx95SUMgQE8M+Z9WjVsQFRY\nJVuNr5cXIwYOYMPO3Te079GqJfd36sD7c+eXaubpy35k/DPPEeznx/BPp3FPnbpEhlaw1fh4ejK0\n371EH9h/Q/sZv/xE05oKox97glyTiZzcXMcG1mgIb9+M48v+Jjcrm5oP9SDjZCw5qRm2kpyMLI79\nsBJzzmV8IisR0bEFR5f8adtvaFiLnNQMtOXcHJv1amSthvuG38fnr31ORnIGw6cP5+DmgySdSbqh\nruegnhzdcdR2m2+QL63ubcWkQZMwXTbxyNuP0KBDA3b8tcOhmbVaDc+89hhjhk4kJTGVCV+9S8y6\nXcSejLerO7T7CB+OmHbT+3j3uQlkpmc5LKPZbGb89FnMGD+W0OAgHhv+Mu3uaU7VyMq2mk0xOzgb\nF89PC2az/7DKh5/MZNGnk237v1n2K1Uqh3MhO9t22/i3XrNdnzJ7Ht5eng77Ga4n0x0OdujEScJC\nDFQKMeCm19OpeVM27rbvjAN8fakdFYVep7uhfUOlJr5eXqUVFwD17BkqBQdRMSgIN72edg0aEX3g\nupGptw9KRGV0WvvMFy5eZN+JE3Rv1hwAN70e7/LlHZrXMzSInPRMLp/PwmqxkHb0FH5Vw+1qshOS\nMedctl138772R+bm7YlvlUqkHDjm0Jz5RSgRJMcnk5qQitlkZs/aPdRtWfeGulb9WrFv4z6yruvY\ntDotbu5uaLVayrmX43zKeYdnrl6vKgmxiSTGGTGZzGxcsZWm7Rs5/HGL4oB6lIhKFQmvWAE3Nze6\ntmvL2uitdjXrorfQq0tHNBoNd9WuRdaFCxhTUgFINCazcVsM93bvetP7t1qtrFq3ke4d2jn8Z3FV\ntxxJK4riBvQHLgE/q6pqdnQgY3o6IYGBtm1DQACHTpx09MMWS3JGBgY/f9u2wc+Pw2fPFKptQloq\n/t5eTFryLSfOxVMjLJwh/e6lfDl3R8XFzduT3Kxro57crGw8Q4P/sT6wTjUyT18b/YW1bUz8xl3o\nSmkUDeAX7EeG8dpIPyM5g4haEXY1vkG+1Gtdj9kjZxOhXNt3PuU865au482v3yQ3J5ejO47ajbQd\nJdAQQHJCqm07NSmNGvWq3lCn1K/OlO/GkpKUxqKp33L2RN7v2mq18u7MUVgsFlb+sIaVP64r8YxJ\nySmEGq7934cagth/+Ih9TYp9TUhwEMaUFAxBgUye+TkjBj3JhYsXb3r/u/YdIDDAn8r53gk7nGsN\npAscSS8BegOPAOsURQlwfKQ7i9ls4WhcHL3vacnMF1/Bo5w7361ZXdaxbLzDQwmqW534TTsB8K0S\nhin7EheNqQW0LH19h/blj7l/YLVa7W4v712euvfUZfxj4xk3YBxuHm406uQcI9oTh08xuOcrvPzQ\nOyz/dhWvTXnBtu/tp95n5MOjGTdsMt0f7ESdu2uWYdIbrd+yjQB/P2rXrP6PNX+uXU+3Dm1LMZXr\nKWhOurqqqncBKIryNLBbUZS9wHigv6qqL5Z0IIO/P0mp1zoAY1oawQH+t2hR9oL9/DBmXDuoZszI\nIMjXr3Bt/f0w+PlRu3IkAG3q13d4J52blX3D9EXuhewb6jyC/Ino1IITP6/GfClv6sOrkgHfquHU\nqRKGRqdDV86Nyl1bceavTQ7NnJGcgZ/h2u/UL9iP88n2UxbhNcIZ+ObAvJx+XtRqWguL2YJWryU1\nIZULGRcA2L9xP5F1Itn19y6HZk41phFc4dq7wsCQAFKS0uxqLl64ZLu+c9NennnjcXz8vclMzyLV\nmPecOp+WydY1O6letyoHd9qPcosrJDiIRGOybTvRmIIhKMi+Jsi+Jik5r+bvDdGs37KNTTE7uHz5\nMlnZ2bw9fjLjXn8FAJPZzJqNm/nqs6klmrkgd9qcdI6iKMEAqqrOAxqT10EfAb50RKBaUVWITUwi\n3mgk12Ti760xtG7YwBEPVWKU8AjikpM5l5pCrsnEuj27uKfOjfOlNxPo44vBz5+zSXkHwHYdPUrl\nkFBHxiU7MQV3fx/K+Xqh0WoJqFGF8ydi7WrcvD2J6tWO0ys2kZOeabv9XPRuDs5fxsEvfuL0nxvJ\njE1weAcNEKvGEhwWTECFAHR6HQ3aN+Dg5oN2NeMfH8/4x/Iu+zbsY9mnyzgQfYD0pHQq166Mm3ve\n9Ez1RtVvOODoCMcOnKRiRCghlYLR63W07tac7evsXxj8g6698FSvG4VGoyEzPQt3j3J4eHoA4O5R\njgYt6nLmeFyJZ6yj1OBsXDxx5xLIzc3lr3XraXdPM7uatvc05/eVq7Farew7dBhvL08MQYEMf/oJ\nli/+gt++nMcHb46iacP6tg4aYNvO3VSJCLObKikNGq2mWJfCUBSlu6IoqqIoxxRFef0m+2spirJZ\nUZQcRVFGXrfvlKIo+xRF2a0oyvaCHqugkfQIoDKQDKCqavLV64CxUD9NEel1Ol56dCCvTJmGxWKl\nVw8mPt0AABqmSURBVOtWRIWF8dOatQDc26E9KRkZPDNmHBcuXkKr0fD9ylV8OW4MXuXL896sOexS\nj5CRlcX9r7zKU/360rttG0dEtdHpdAzrdz9vzp2DxWKlW9NmVKlQgd82RwPQ+56WpGaeZ9gn08i+\ndAmNRsOyjRv4/JVReHl48Py99zH+m68xmc1UCApkZP8BDs2L1Urs2hiq9uuERqsh9cBxLqVmEFSv\nBgAp+49SoXl9dB7liOiQ9wdrtVg58t1yx+a6BYvFws/Tf2bQh4PQarX8v707D4+iyho4/OuEEDYF\nswAKyCqHRdBR9l1lEWVEHRQHRwUFFQRxQVTU0WFcUEEFQWRXnHHQUXEUkeVTFtnDpoByFAWFsCVh\nEUKA0N3fH1UJHUBIJ91JE877PP2ku/pW16lK9elb996qSpqdxK5fd9GsSzMAls1Y9ofzbt24lXXf\nrGPgWwPxeX0k/5zM8pnL/7B8yGL2+pj48r94ZswgoqKi+Pqzb9j6y3Y6/sUZfjnn43k0b9+ITt2u\nxuv1cvRIJq8/ORZwkvfgEQMAZ//6ZtYy1i5ZF/IYi0VHM7j//fQf8ixen4+undpTs1pVPprh/K+7\ndelMqyaNWLxiJV173ps9BC83Zs9fSKfC6DAMc01aRKKBMUAHYBuQJCKfqWpgrWEP8CBw4x98zFVu\nPj0jz4ntd6G2e/HC8C4gxDJSw9/rH2p7f9135kIR5v3PvyvsEILyc1r4a96h9u70IYUdQtDKVK2d\n7wy79Ysv85Vzqlzf+bQxiEhz4DlV7eS+fhJAVV86RdnngIOqOjxg2hagUW6TdK7HSYtIA2AUUMud\nz6+qBdhla4wxZ1YAbdKVgK0Br7cBTYOY3w/8n4h4gXGqOv50hYMZJ/0mMBS4WFUvtARtjDF50kpV\nLwc6Aw+IyGmHvwSTpP2qOk9Vz6rmC2PMOcaTz8eZJQOBg/Qru9NyRVWT3b+7gelAk9OVj7jTwo0x\nJj8K4PZZScAlIlIdJznfBvTIzYwiUhqIUtUD7vOOOC0UfyiYJP1qEGWNMaZIUtVjItIfmA1EA5NV\ndYOI3O++/7aIVARWAucDPhF5CKgHJADTRQSc/Pu+qs461XKyBJOkj4iIx5o7jDERrQBOZlHVmcDM\nE6a9HfB8J04zyIl+B4I68SOYNulPgPUicr+IFA9mIcYYU1A8Hk++HpEmmCS9Gmfwdk1gXdbYQGOM\nMeET7OiO7ar6GM6YQGv2MMZEnihP/h4RJk+jO1R1H841PIwxxoRRMEnaAyAiC4CGODVpD04NO+50\nMxpjTEGJxHbl/AgmSd8CoKp2iwVjTOQqWjk6qCT9+4mjOlT1aIjjMcaYfDmXa9LK8c5Cj/v85HsB\nGWOMCZlcJ2lVrR7OQIwxxpws6NEdIlIMZ+jeRFW9M/QhGWNMPkTgMLr8COZ60j2AlwAvTnNHBcCS\ntDEmopzLbdIPAZeq6gEAEZkXnpCMMSYfiliSDuaMw4NZCdplZxwaY0yYBX0yizHGRLJzubnjLhF5\nCqjqzrc3PCEZY4zJEkySfhv4EueSpdbUYYyJTOfq6A4gVlXfDFskxhhjThL2Nuky1aucuVAEKVU5\ns7BDCFrCldGFHULQnrymXmGHEJSVU5cXdghB82WefftyKJzLbdJZV8GbjXsVPFW9KCxRGWNMXp3D\nSTrrKnidwhSLMcbkWwHcLbxA5XqctKqmhjMQY4wxJwvmZBZjjDEFLE+3zzLGmIh1DrdJG2NMxDuX\nR3cYY0zksyRtjDGR65wd3WGMMabgWZI2xpgIZs0dxpiixdqkjTEmghWxJG3NHcYYE8GsJm2MKVJs\nnLQxxkQyG4JnjDGmoFhN2hhTpHg8RavuWbTWxhhjihirSRtjihbrODTGmMhlozuMMSaSFbHRHRGT\npBevWMmro8fi8/q48fprubtH9xzv+/1+XnlzLIuXJ1GiRCz/ePxR6ta+hCNHj3LPwEEcPZqJ1+ul\nfdvW9O11R455p374Ma+PncDXn37ABWXLhiTeJUmrGD52Al6fjxuv7UCv2245Kd5X3xrP4qRVlIiN\n5blBA6l7Sa3s971eL3f0f4TEhDhG/vPZ7OnTPv2cDz/7gujoKFo1aczAPr1CEi8423j4mHF4fT5u\nuq4Tvf5668kxjxnHouVJlIiN5R+DH6Fu7VocOXqU3g8N5mims42vadOKvj3/BoBu+pkX3hjN0aOZ\nREdH8eTAB7i0joQs5qWr1/L65Kn4fD5uaH8Vd97c9aSYX5v0LktXryU2tjjP9O9LnZrV+TV5O0+P\nGJVdLnnXbu69rRu3/fk6ftr8Ky+Pm0TG4cNULJ/I0IceoHSpUiGLOVB87SrIDa3weDwkJ/3Alvlr\ncryfWK8aNTs2Ab8fv8+Hfr6YfVt2AlCvWzsS61bj6MEMlr7+QVjiA1iycjUjxk/G5/PRtWN7et56\nc473/X4/I8ZNYvHK1ZSIjeXZh/tTp1ZNAG7odR+lSpYkKiqKYtHRTB35KgD682aGjXmbI0czKRYd\nzeP97qW+XBK2dSjKIiJJe71eho0cw9hXX6RCYgK33/8gbVs0o2a1qtllFi1P4rfk7fzvX5NZ98NG\nXnx9NO+NHUnxmBjGv/YypUqWJPPYMe4e8CgtmzaiYb26AOzcncKypFVUrFA+tPGOfpu3hv2TCgnx\n3DHgEdo2b0qNqhdnl1mctIqtydv5dMo41m9UXho1lqlvjsh+/z/TP6faxZVJP3Qoe1rS2u9YsHQ5\n095+k+LFY9izd19IY3551Fu89coLVEhM4G/9HqJt82bUqBYQ84qV/LYtmf9Nnci6H5SXRo5m6pg3\nKB4Tw7gRL2Vv43sGDqJlk0Y0rFeHkeMnc98dPWjZtDGLlicxcvxkJrz2cohi9jF8whRGPTuE8vHx\n9Br8FK0bX0n1KpWzyyxdvZatO3by3zGvs+HHTbwyfhKTX36eqpUu4r3XhmV/zp/79KNt08YAvPjW\neAb0vJ0r6tfj86/m8a9PZ3Bfj1tPGUO+eDzUubE1qyd+zuH96TTt/xdSvt9C+u692UX2bNpGyvdb\nAChTMY6Gt3dkyYhpAGxfpWxdsp5Lu18T+thcXq+XV8ZOYPTzz1IhIZ67Hh5Mm2aNqXFxlewyS1au\n5rftO/hkwhjW648MGzOed14//j9++6WhlCt7fo7PfXPKVHr36E7LRlewOGkVo6ZMZdywf4ZtPYqy\niBjdsX6jUuWiC6l80YXExMTQ6eq2zF+8NEeZBYuX0qXjNXg8HhrWq8uB9IOkpKXh8XgoVbIkAMeO\nHeOY9xgejh/uDB8zjoH39SaUB0Ab9Ccn3gsrEhMTQ8e2bZi/ZHnOeJcs4/oOV+PxeGhQtw4H09NJ\nSdsDwK6UVBatSOLGazvmmOejGTPp2b0bxYvHABB3QbmQxbx+449UrnTR8W18VRvmL8m5jecvXhaw\njetw4KAT80nb+Jj3eN+Mx8NB94fmYHo6ifFxIYv5+02bqHxhRSpVrEBMTDE6tGrOwhUrc5RZuGIV\n17Vrjcfj4VK5hIPph0jdszdHmZXr1lOpQgUuLJ8IwG87dvAn90e8yWUNmbdsRchiDlS2SnkOpe0n\nY88B/F4fO7/dRGK9ajnKeI8ey34eXTwGf8B7+zbvIDPjSFhiy7Lhx0059uUObVqx4ITtsWDZCq6/\nup2zL9cRDqSnk7pnz2k/1+PxZFdADqYfIjEudPvFmXg8nnw9Ik1QNWkRqQjsUlX/GQsHYXdqGhXc\nLxBAhcQE1v+gJ5WpGFgmIZHdqWkkxsfj9Xrpcd8AtiZvp/uNf6ZBvToAzFu0lPIJ8UitGqEM14k3\nMSEg3njWb/wxZ5m0nGXKJ8STkpZGYnwcI8ZOYGDvXqRnZOSY57dt21mzfgNjprxHbPEYHrr3bupL\n7ZDEnJKaRsXAeE65jVOpkJiYo0xKaiqJ8XF4vV5u7zuQrcnbubVrFxrUdbbxoH730v+JZ3hj3CR8\nPj9T3hwekngBUtL2Uj4+/ng88fFs+GlTzjJ79lA+IbBMHCl79pAQd0H2tLmLltCxdYvs1zWqVGbh\nipW0bdqYr5YsY3dqWshiDhRbtjRH9qVnvz6yP53zLz75iC6xfnUuubYpxcuUZM2UmWGJ5Y+kpKVR\nIWD7VUiIZ73+dEKZPSfty7vT9pAQF4fH46HfU88RHRXFTZ07cnNnp+LxSJ+7GfD3oYyc9C5+v59J\nw18smBWCIje6I9c1aRG5APgFuCF84eRNdHQ0H0x8i9n//RfrNyqbNm8h4/BhJv97Gn173VnY4eWw\ncNkKLihXlrq1a530ntfr5fcDB3l31HAG9rmbJ55/Gb8/pL+HeRYdHc208aOZ9cFUNmz8kU2btwDw\n0eczebRvH76cNpVH+/Vh6PCRhRvoCTIzj/FN0iqubtE0e9pTD9zHx7PmctegIRzKyKBYscJt9UvZ\nsJklI6axduosp336LDLhlRd4f/RrjBz6NB998SWr128A4OOZs3ikTy++eHcCD/fpxT/feKvggvJE\n5e8RYYKJ6HZgLtA71EGUT4hn1+6U7Ne7UlJJDPh1zyqzM7BMakqOGhTAeWXK0Ojyy1iyYiXbtu8g\needOuvfuy3W33cnulFR63Nv/jIdpuY43JTUgXqdGn6NMfM4yWbX+bzf8wMJlK+hyxz0MefEVktZ+\nx9PDnLbq8okJXNWyuXPoXqc2nqgo9u3/Pd/xAiQmxLMzMJ6U1JO2X/mEBHalpOQok5iQkKOMs40b\nsiRpFQAz5vwfV7duCUCHtq3ZsDFn7TxfMcdfwO6047Xc3WlpJAbUkAES4+Jy1IR3p+3JcWi9dM1a\npEZ14ssdbzqqVrkSo54dwrvDX6Rj65ZUrlghZDEHOrI/ndhypbNfx5YtzZH96X9Yft/mHZSMO5+Y\nUiXCEs+pJMbHsytg++1KTTupySoxPu6kfbm8WyZrH4orV452zZuywa2Fz/hqPle1aAZA+1Yt+P7H\nnLVzk3vBJOleQH+giohcGMog6tcRfkveTvKOnWRmZjL76wW0c//BWdq2aMaMOV/h9/v57vsfKFO6\nNInx8ezZt48DBw8CcPjIEZavWk21i6twSY3qfD39A2ZOm8rMaVMpn5jA++NHkxCCtrF6cglbA+Kd\ns2AhbZvnrAG1ad6UL+Z+jd/vZ90PGylTuhSJ8XEMuOcuvnz/HWa8N4kXhwym8eUNef6JRwFo16IZ\nK7/9DoBftyVzLPPYSR0yeVW/Tu0cMc+et5C2J23jpgHbeKO7jePYu29/jm28bNUaqrmddwnx8az6\ndh0AK9Z8S5VKlUISL0DdWjXZumMn23ftJjPzGHMXLaV14ytzlGnd+Apmzv8Gv9/Pev2JMqVK5Wjq\nmPPNEjq2apFjnj379gPg8/mY8t/p3NQpPB1zv2/bTan4cpS44Dw80VFUvKwWKT9syVGmZPzx/+95\nFyUQVSyKzEOHwxLPqdSrXYvfkneQvHMXmZmZzF24iDZuB2uWNk0b88XX8519eaNSpnQpEuLiyDh8\nmPRDTpNdxuHDLFv9LTXdzvPEuAtYvc6pVSd9u44qF4U0ZZyWJ8qTr0ekydVxnog0AlJVdauITAV6\nAi+FLIjoaB5/sB/9Bj/lDAPq3JGa1avx38++AOCWG66nVbMmLFqexA1/u9sZ0vb4IwCkpu3h78NG\n4PN58fn8dGjXhjbNm55maaGJd3D/++k/5Fm8Ph9dO7WnZrWqfDTjSwC6delMqyaNWLxiJV173ps9\nBO9MunZqzz9GjOLWPg9QLKYYzz32UMg6MopFR/P4gL488PjTznC2zh2dmD93tnG3P19PK3eERtc7\n7qFEiViee+xhwGmTfPaVEXi9Pvx+Px3ats7exs888iCvjhmH1+sltngMTz8yICTxZsU8qHdPBg59\nCZ/PR5dr2lHj4ip8MnsuADd36kCLK//EktVr6dbvIUrExvJ0//uy5884fJgV367jiftzHvzNXbSE\nj76cA0C7Zk3ocnW7kMUcyO/zo//7hivu6YInysP2pI2k79pL5ab1ANi2/HsqXFqDC68U/F4f3sxj\nrHt/bvb8Df7angtqXERM6RK0HnIHP89NYnvSxpDGWCw6msF9e/PgM0Px+nzc0OEaala9mI9nzgbg\nL9d1omXjK1m8cjU39e5HidhY/v5wfwDS9u5j8AvOKI9jXh/Xtm1Ni0ZXAPDUg/0YMW4SXp+X4jHF\nGTKgb0jjPpd4ctPmKSJjgXmq+qGIJAILVLVebhZwaPvmyGhUzSVfZmZhhxA0T3R0YYcQtKP79xd2\nCEFZOXX5mQtFmKZ92hR2CEE7v1b9fNdKDmzJ38CG86pJRFWnz9jcISKlgGuB6QCqmgKoiLQLb2jG\nGBO8c3EIXibQVFUDq5h3hSkeY4wxAc5Yk3aTc7qIRAGISG2gHZBxuvmMMaZQnKND8BYCJUSkEjAH\nuAN4J1xBGWNMXhW10R25TdIeVT0E3Ay8paq3APXDF5YxxhjI/WnhHhFpjnNCyz3utLNvSIExpuiL\nwM6//MhtTXog8CQwXVU3iEgNYF74wjLGGAO5rEmr6kKcdums17+IyDsi8qSqhuykFmOMya9IHEaX\nH7m+sox7gaWOwHVAQ2AtMCtMcRljTN5E4AiN/DhtkhaRJkBnoD3OeOk5wBuquuZ08xljTKGJwBEa\n+XGmmnQf4EvgdVUNzeXYjDHG5NppjwtUtQ9Ok0b1wOkicrE7ZtoYY0wY5abxJhP4RERKB0ybCBTc\ntQeNMSaXitq1O3J7Wvh04FZwatFAoqquPO2MxhhTGM7R08In4lz0H+BOYEp4wjHGmPw552rSAKq6\nEeesw9rAbcB7YY3KGGMMENzdwifh1KjXqereMMVjjDH5E4FNFvkRzNp8CFyGk6yNMcYUgFzXpN2r\n4JUNYyzGGJNvkXi50fwIprnDGGMiXwR2/uVH0Wq8McaYIsZq0saYIsVTxDoOLUkbY4qWItbc4fH7\n/YUdgzHGmD9QtI4LjDGmiLEkbYwxEcyStDHGRDBL0sYYE8EsSRtjTASzJG2MMREsIpO0iBw84XVP\nERldWPGYyCAi5USkn/u8nYjM+INyE0WkXsFGFxoiMlNEyuVx3ptE5DsR2SgiE0IY00QRaRaqzzPB\nicgkXdSJSHRhx3CWKgf0O1MhVe2tqt8XQDxBE5HTnkCmqtep6r48fnwa0BKoB9QTkVZ5/BwARKS4\ne9u8WcC1uSxrQuysO+NQRKoBk4EEIAXnjjHJwCagBs6V+tKAq1R1oYgsBO5R1Z8KMMZPgSpACWCk\nqo53jw7GAe2BB0QkA3gNKAOkAj1VdUdBxejGORTYo6pvuK9fAHYDlYHOgB94XlU/EJF2wCBV7eKW\nHQ2sVNV3CjDkYUBNEVmLc+/NdBH5CLgUWAX8TVX9IjIfGASswbm0biN3XSar6ut5WbC7380ClgEt\ngCScOxT9AygP3I6zD07G2Q8PAfeq6nci8hxQ053+m4jMBm4ASrnTp6vqYHc5W9x4ywBfAovc5SUD\nXVU1Q0Qau+vlA+YCnVX1UlVd6H6GB2ffO5zHda0L9AZudh9zgYeA59z32wIj3eJ+oI27LsvddZuo\nqkl5WbY5WaTWpEuKyNqsBzA04L03gXdVtSHwb2CUqnoBxalBtAJWA61FJBaoUpAJ2nW3ql6J82V7\nUETigdLAclW9DFjurkc3t9xk4IUCjhF3uXcCiEgUzl13tgGX41w7vD3wqohEyk2HnwB+VtXLgceA\nP+Ekj3o4CbDlCeUvByq5CawB+b/tWy1gBFDHffTA2d8GAUNwEvYad98cAkwNmLce0F5V/xoQW3eg\nAdBdRKqcYnmXAGNUtT6wD/iLO30KcJ+7HbynmG8o8Esw9yEVkdIi0ktEFgETgO+Bhqq6RlX3A8fc\n/Rh3fR9wl98ayFDVXYAA84AXRGSNiDwoInG5jcGcWqTWpDPcHQBw2qRxEh5Ac5xfd3Bu4/WK+/wb\nnF/06sBLQB9gAU6Np6A9KCI3uc+r4HzZvMDH7jTBqf3NFRGAaKBAa9EAqrpFRNJE5E9ABZyaZyvg\nP+4P3y4RWQA0Bn4v6PhyYYWqbgNwf8yr4dQ8s/wC1BCRN4EvgDn5XN5mVV3nLm8D8JVbc1/nLrsq\nbiJV1a9FJF5Eznfn/UxVMwI+6ys3+SEi37vzbj3F8ta6z1cB1dz26vNUdak7/X2gS9YMInIZcBPH\nvy+5tQP4Dujt3i7vRHOAjsB/gMXAayLyb+CTrP+Bqh4BpgHT3BtWjwZeEZEaqro9yHiMK1Jr0nmx\nEOdXvQkwE6f9sh1O8i4wbrNAe6C5W2teg3vo6SY+AA+wQVUvdx8NVLVjQcYZYCLQE6fZaPJpyh0j\n5/5SIowx5daRgOdeTqh0uLd5uwyYD9yPs66hWp4v4LXvxGWfQvppPuuk2IMoc6IGwAJVDbapoxtO\nk8onIvJ3Eal6wvuzcJrAUNVhOM0hJYHFIlInq5CIlBeRR4HPcSofPYBdQcZiApyNSXoJzmE5OO2A\nWUl4BU7bnc/dQdcC9+Ek74JUFtirqofcnfdUveIKJIpIcwARiRGR+gUZZIDpOJ1CjYHZONuzu4hE\ni0giztHJCuBXnM6oWLc2d00hxHoAOC+3hUUkAYhS1Y+Bp4ErwhWY6xucfTLrxzpVVUN6BOJ2Kh4Q\nkabupNtOKLKYPNziTlXnqGp3nIrOfuB/IvJ/bls8OJWNy0TEIyI1VXWdqr6Mc6RaR0TKun0xC3F+\nwK9T1etV9ZOAyonJg0ht7jidAcAUEXmM4x2HqOoREdmK07EDzhfmr8C6Ao5vFnC/iPyAk4yXnVhA\nVY+KSDdglIiUxfk/vAFsKNBIj8cyD9inql4RmY7TpPQtTqfQYFXdCSAiHwLrgc04X9qCjjVNRBaL\nyHoggzPX0Crh7CtZlZEnwxqg07E2WUS+w+k4vCtMy7kHmCAiPpwmvf0B7zXAaf9enZcPVtU0nE7B\nkSLSBLfN223WWYvzQ9dTRK7COYLYgNPBWQIYBcxTVbu0ZgjZpUrPcW4CWw3cUggdrCYPRKSMqh50\nnz8BXKiqAwtgubcBNVW1MDq5z1lnY03ahIh7wscMnCFglqDPHteLyJM4399fcfoUwk5VpxXEckxO\nVpM2xpgIdjZ2HBpjzDnDkrQxxkQwS9LGGBPBLEkbY0wEsyRtjDERzJK0McZEsP8HuPTiYtQexHcA\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fac816e0b38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "he2en('מה שלומך הבוקר?')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "שלום עולם העולם\n"
     ]
    },
    {
     "data": {
      "image/png": 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yMzubvPx8Zi5fxsXNmluqW+2cc4iPjmZbRjoAy/9cT0qhmwmqZKy20P4PmCki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\nKVVu/D8e1Q2PDsQhXQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fac815c4d30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "en2he('hello world')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "נראה שזה עובד טוב טוב.\n"
     ]
    },
    {
     "data": {
      "image/png": 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TSoUQQgiRw8lIhRBCCOEjue3wh4xUCCGEEMItZKRCCCGE8BF//Knt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\nNALnzwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fac9690f860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "en2he('This seem to be working good')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ייתכן שהכוח יהיה איתך.\n"
     ]
    },
    {
     "data": {
      "image/png": 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TF0IIIYSXcnrkrqrqNaCQC3MRQgghRBaQK4kIIYTI9bxxv3lmSOcuhBAi19N4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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fac814a2da0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "en2he('may the force be with you')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "מה אתה עושה שם?\n"
     ]
    },
    {
     "data": {
      "image/png": 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mcYTk6XEcSUtl7e+bGXJmTwBqhIQQXqtWwNpuytbaX9bTvFlTmjV1MlUNHXQ+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\n3hhjqgEL9sYYUw1YsDfGmGrg/wGBOrRG+zozhwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fac817946a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "en2he('three dogs?',target_priming='מה אתה עושה')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
